diff --git a/README.md b/README.md index 282c050..94c23dd 100644 --- a/README.md +++ b/README.md @@ -13,6 +13,7 @@ The corresponding [paper](https://openaccess.thecvf.com/content/CVPR2023/papers/ The extension [paper](https://arxiv.org/pdf/2405.09138) has been accepted to TPAMI2025. ## What's New +- **[Sep 2025]** [BiggerGait](https://arxiv.org/pdf/2505.18132) has been accepted to NeurIPS2025πŸŽ‰ and is available at [here](opengait/modeling/models/BiggerGait_DINOv2.py). [Here are checkpoints](https://huggingface.co/opengait/OpenGait). - **[Jun 2025]** [LidarGait++](https://openaccess.thecvf.com/content/CVPR2025/papers/Shen_LidarGait_Learning_Local_Features_and_Size_Awareness_from_LiDAR_Point_CVPR_2025_paper.pdf) has been accepted to CVPR2025πŸŽ‰ and open-source in [configs/lidargaitv2](./configs/lidargaitv2/README.md). - **[Jun 2025]** The extension paper of [OpenGait](https://arxiv.org/pdf/2405.09138), further strengthened by the advancements of [DeepGaitV2](https://github.com/ShiqiYu/OpenGait/blob/master/opengait/modeling/models/deepgaitv2.py), SkeletonGait, and [SkeletonGait++](opengait/modeling/models/skeletongait%2B%2B.py), has been accepted for publication in TPAMIπŸŽ‰. We sincerely acknowledge the valuable contributions and continuous support from the OpenGait community. - **[Feb 2025]** The diffusion-based [DenoisingGait](https://arxiv.org/pdf/2505.18582) has been accepted to CVPR2025πŸŽ‰ Congratulations to [Dongyang](https://scholar.google.com.hk/citations?user=1xA5KxAAAAAJ)! This is his SECOND paper! @@ -21,12 +22,12 @@ The extension [paper](https://arxiv.org/pdf/2405.09138) has been accepted to TPA - **[Jun 2024]** The first large-scale gait-based scoliosis screening benchmark [ScoNet](https://zhouzi180.github.io/Scoliosis1K) is accepted to MICCAI2024πŸŽ‰ Congratulations to [Zirui](https://zhouzi180.github.io)! This is his FIRST paper! The code is released [here](opengait/modeling/models/sconet.py), and you can refer to [project homepage](https://zhouzi180.github.io/Scoliosis1K/) for details. - **[May 2024]** -The code of Large Vision Model based method [BigGait](https://arxiv.org/pdf/2402.19122) is available at [here](opengait/modeling/models/BigGait.py). [CCPG's checkpoints](https://huggingface.co/opengait/OpenGait). +The code of Large Vision Model based method [BigGait](https://openaccess.thecvf.com/content/CVPR2024/papers/Ye_BigGait_Learning_Gait_Representation_You_Want_by_Large_Vision_Models_CVPR_2024_paper.pdf) is available at [here](opengait/modeling/models/BigGait.py). [CCPG's checkpoints](https://huggingface.co/opengait/OpenGait). - **[Apr 2024]** Our team's latest checkpoints for projects such as DeepGaitv2, SkeletonGait, SkeletonGait++, and SwinGait will be released on [Hugging Face](https://huggingface.co/opengait/OpenGait). Additionally, previously released checkpoints will also be gradually made available on it. - **[Mar 2024]** [Chao](https://chaofan996.github.io) gives a talk about 'Progress in Gait Recognition'. The [video](https://event.baai.ac.cn/activities/768) and [slides](https://github.com/ChaoFan996/ChaoFan996.github.io/blob/main/240315-Progress%20in%20Gait%20Recognition.pdf) are both available😊 - **[Mar 2024]** The code of [SkeletonGait++](https://arxiv.org/pdf/2311.13444.pdf) is released [here](opengait/modeling/models/skeletongait%2B%2B.py), and you can refer to [readme](configs/skeletongait) for details. -- **[Mar 2024]** [BigGait](https://arxiv.org/pdf/2402.19122.pdf) has been accepted to CVPR2024πŸŽ‰ Congratulations to [Dingqiang](https://bugjudger.github.io)! This is his FIRST paper! +- **[Mar 2024]** [BigGait](https://openaccess.thecvf.com/content/CVPR2024/papers/Ye_BigGait_Learning_Gait_Representation_You_Want_by_Large_Vision_Models_CVPR_2024_paper.pdf) has been accepted to CVPR2024πŸŽ‰ Congratulations to [Dingqiang](https://bugjudger.github.io)! This is his FIRST paper! - [Jan 2024] The code of transfomer-based [SwinGait](https://arxiv.org/pdf/2303.03301.pdf) is available at [here](opengait/modeling/models/swingait.py). ## Our Works +- [**NeurIPS'25**] BiggerGait: Unlocking Gait Recognition with Layer-wise Representations from Large Vision Models [*Paper*](https://arxiv.org/pdf/2505.18132), and [*BiggerGait Code*](opengait/modeling/models/BiggerGait_DINOv2.py). - [**CVPR'25**] LidarGait++: Learning Local Features and Size Awareness from LiDAR Point Clouds for 3D Gait Recognition. [*Paper*](https://openaccess.thecvf.com/content/CVPR2025/papers/Shen_LidarGait_Learning_Local_Features_and_Size_Awareness_from_LiDAR_Point_CVPR_2025_paper.pdf) and [*LidarGait++ Code*](configs/lidargaitv2/README.md) - [**TPAMI'25**] OpenGait: A Comprehensive Benchmark Study for Gait Recognition Towards Better Practicality. [*Paper*](https://arxiv.org/pdf/2405.09138). _This extension includes a key update with in-depth insights into emerging trends and challenges of gait recognition in Sec. VII_. - [**CVPR'25**] On Denoising Walking Videos for Gait Recognition. [*Paper*](https://arxiv.org/pdf/2505.18582) and [*DenoisingGait Code*](opengait/modeling/models/denoisinggait.py)